2 papers
cs.CL2026
PersonaFactor: Preference Factors with Dynamic Selection for LLM Personalization
Hang Su, Zequn Liu, Jianghan Chao +3
Although users may express different personalization needs across tasks, these task-specific behaviors can reflect shared underlying preference mechanisms. Existing LLM personaliza…
cs.CL2026
Shared Worlds, Private Minds: Structured Memory for Long-Form Writing as World Creation
Qiuyu Tian, Xiaowen Gu, Hang Su +9
LLM agents that write long-form fiction need an explicit memory of the evolving storyworld to keep new events consistent with established facts. Such memory must keep heterogeneous…